InfoQ

Are You Missing a Data Frame? The Power of Data Frames in Java

Vladimir Zakharov explains how DataFrames serve as a vital tool for data-oriented programming in the Java ecosystem. By ...
IEEE

Location Matters: LLM-Guided Joint Optimization of In-Network Aggregation Placement and Routing for DML Workloads

Abstract: In-network aggregation (INA) accelerates gradient aggregation in distributed machine learning (DML) by alleviating communication bottlenecks, but its effectiveness crucially depends on two ...
IEEE

GPAFed: Gradient Projection-Guided Adaptive Aggregation Strategy for Federated Learning under non-IID Data

Abstract: Under non-independent and identically distributed (non-IID) data conditions, static weighted aggregation strategies in Federated Learning (FL) often fail to reflect each client's effective ...